{"id":"W4394894309","doi":"10.1109/tcomm.2024.3384855","title":"IEEE Transactions on Communications Publication Information","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Communications","topic":"Technology and Education Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beijing Jiaotong University; Chinese University of Hong Kong; National and Kapodistrian University of Athens; Tsinghua University; Queen's University; Queen's University Belfast","keywords":"Computer science; Computer network; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006551435,0.000333052,0.0002585003,0.001379727,0.001786969,0.0008099817,0.004880835,0.0003410254,0.0001217406],"category_scores_gemma":[0.00001777561,0.0003512709,0.0002615118,0.00261907,0.0003852435,0.003176776,0.0000105254,0.001374209,0.003780351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003733891,"about_ca_system_score_gemma":0.0004116841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001117527,"about_ca_topic_score_gemma":0.000144091,"domain_scores_codex":[0.9974707,0.0003685126,0.0008708011,0.0004588529,0.0004265314,0.0004045779],"domain_scores_gemma":[0.9905713,0.0008882805,0.0001852874,0.007731511,0.0004352217,0.0001884338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002136896,0.001802691,0.000004299472,0.00009522854,0.0003672281,0.000001159767,0.008060757,0.003719784,0.0006764355,0.2192243,0.01749577,0.748531],"study_design_scores_gemma":[0.0006835571,0.0003243286,0.00009855005,0.0003769403,0.0001522986,0.0001428057,0.001039524,0.3568457,0.01347228,0.00504904,0.6207647,0.00105025],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001169993,0.0003361355,0.9392879,0.04585549,0.00206174,0.0006646474,0.0001356302,0.002383658,0.009157805],"genre_scores_gemma":[0.9733114,0.001073721,0.02089422,0.001175215,0.00002962394,0.001368549,0.00005911872,0.00003278392,0.002055347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9731944,"threshold_uncertainty_score":0.9998939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04577397546185246,"score_gpt":0.3001926099905355,"score_spread":0.254418634528683,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}